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mhjensen committed Dec 11, 2023
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Expand Up @@ -31,7 +31,7 @@ Furthermore, all teaching material is available from this GitHub link.

Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week1/ipynb/week1.ipynb

## January 22-26: Mathematics of Neural Networks and Deep Learning
## January 22-26
- Mathematics of deep learning, basics of neural networks
- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week2/ipynb/week2.ipynb
- Recommended reading Goodfellow et al chapters 6 and 7
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- Reading recommendation: Goodfellow et al chapters 17, 18 and 20.1-20.7
- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week11/ipynb/week11.ipynb

# April 8-12
## April 8-12
- Deep generative models and Boltzmann machines
- Boltzmann machines
- Generative Adversarial Networks (GANs)
- Reading recommendation: Goodfellow et al chapter 20.10-20.14
- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week12/ipynb/week12.ipynb


# April 15-19
## April 15-19
- Deep generative models and Boltzmann machines
- Variational autoencoders
- Generative Adversarial Networks (GANs)
- Reading recommendation: Goodfellow et al chapter 20.10-20.14
- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week13/ipynb/week13.ipynb

# April 22-26
## April 22-26
- Generative Adversarial Networks (GANs)
- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week14/ipynb/week14.ipynb

# April 29-May 3
## April 29-May 3
- Generative Adversarial Networks (GANs)
- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week15/ipynb/week15.ipynb

# May 6-10
## May 6-10
- Generative Adversarial Networks (GANs)
- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week16/ipynb/week16.ipynb

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